{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e17b2b5d-8f8b-449d-ab22-e2d9dcbed614",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=1000, noise=0.25, random_state=42)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "300967d6-6ee3-48c4-88fa-4acef60a62ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "逻辑回归模型训练成功...\n",
      "支持向量机模型训练成功...\n",
      "决策树模型训练成功...\n",
      "随机森林模型训练成功...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression  # 导入逻辑回归模型\n",
    "from sklearn.svm import SVC  # 导入支持向量机（SVM）模型\n",
    "from sklearn.tree import DecisionTreeClassifier  # 导入决策树分类器\n",
    "from sklearn.ensemble import RandomForestClassifier  # 导入随机森林分类器\n",
    "\n",
    "# 定义模型\n",
    "mdl_lr = LogisticRegression()  # 逻辑回归模型\n",
    "mdl_svm = SVC()  # 支持向量机模型\n",
    "mdl_dt = DecisionTreeClassifier()  # 决策树模型\n",
    "mdl_rf = RandomForestClassifier(n_estimators=100)  # 随机森林模型，包含100棵决策树\n",
    "\n",
    "# 训练模型\n",
    "mdl_lr.fit(X_train, y_train)  # 使用训练数据拟合逻辑回归模型\n",
    "print('逻辑回归模型训练成功...')  # 输出训练成功信息\n",
    "\n",
    "mdl_svm.fit(X_train, y_train)  # 使用训练数据拟合支持向量机模型\n",
    "print('支持向量机模型训练成功...')  # 输出训练成功信息\n",
    "\n",
    "mdl_dt.fit(X_train, y_train)  # 使用训练数据拟合决策树模型\n",
    "print('决策树模型训练成功...')  # 输出训练成功信息\n",
    "\n",
    "mdl_rf.fit(X_train, y_train)  # 使用训练数据拟合随机森林模型\n",
    "print('随机森林模型训练成功...')  # 输出训练成功信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5b78b031-cc3f-4394-9c8b-72b9b9b1b932",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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R6RXDBxEREekVwwcRERHplZmhCyhrrJtMNHQJRFSIR6eWGboEIiqAnaWkVTuOfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4xfBAREZFeMXwQERGRXjF8EBERkV4Zffh48uQJ7ty5Y+gyiIiISEtGGT6SkpLw8ccfw9XVFeXLl0fVqlXlfadPn0aPHj1w7tw5A1ZIREREBTG68PHkyRN4e3tj2bJlcHd3R926dSGEkPc3bNgQ4eHh2LBhgwGrJCIiooIYXfgIDAzEv//+i02bNiEiIgIDBw5U2W9tbQ0fHx8cPnzYQBUSERFRYYwufOzZswe9evXC4MGDC2zj6emJu3fv6rEqIiIi0pbRhY/79++jXr16hbaxsrJCamqqnioiIiKiojC68FGuXLmXPt0SFRUFNzc3PVVERERERWF04aNDhw7Ys2cP4uLiNO6/du0a/vrrL7z55pt6royIiIi0YXThY+bMmcjJyUHbtm2xceNGJCQkAAAiIyOxZs0a+Pn5wdLSEp999pmBKyUiIiJNJJH/OVUjsWfPHowYMQIpKSkAACEEJEmCEAL29vbYtGkTevToodOxrZtMLMlSiaiEPTq1zNAlEFEB7CwlrdqZlXIdpaJ37964desW1q1bh9OnT+PJkydwcHCAt7c3Ro8eDRcXF0OXSERERAUwypGP0sSRD6KyjSMfRGWXtiMfRjfnY8OGDUhLSzN0GURERKQjowsf/v7+qFixIkaNGoWDBw+CAzdERETGxejCx9y5c+Hu7o7g4GB07doVVapUweeff45Lly4ZujQiIiLSgtHO+Th//jzWr1+PzZs3Iz4+HpIkoX79+hgxYgSGDRuGSpUq6XRczvkgKts454Oo7NJ2zofRhg+lvLw87N+/HyEhIdi9ezdSU1NhamoKX19fHDhwoMjHY/ggKtsYPojKrld2wumLTExM0K1bN4SEhCA+Ph5ff/01TExM+K62REREZZRRrvPxouTkZGzbtg0hISEICwtDXl4e7O3tDV0WERERaWC04SMnJwehoaEICQlBaGgoMjMzYWJigs6dO8Pf3x/9+vUzdIlERESkgdGFj/DwcISEhGDr1q14+vQphBBo0qQJ/P39MXToULi6uhq6RCIiIiqE0YWP9u3bAwDc3d0xduxY+Pv7o169egauioiIiLRldOFj9OjR8Pf3h6+vr6FLISIiIh0YXfhYs2aNoUsgIiKiYjD6R22JiIjIuJT5kQ8/Pz9IkoR169ahSpUq8PPz06qfJEk4dOhQKVdHRERERVXmw8fRo0chSZL8TrZHjx7Vqp8kabfKGhknSZIwblB7jOjTGrW9XJGTm4uL1+9i6frDCD12WWMfz0rl8Pm7XfBm67pwLWePxJR0RN16gNVbjmPHwQt6vgKi19vhQwew7bdNiIq8ioyMDJQr54IGDRvho08+Q8WKboYuj0pZmQ8feXl5hX5Nr6cNC8eg35tNcDP2EdbtPgkLczP08m2AbUvGYcqCLVj5W5hKez/vOtjy/VgAwN6wK4i+mwBHBxs0qFkJHb1rM3wQ6YkQAkFzA7Bj2xZUcfdAl249YWNri4SHD3Hu3Fncv3eP4eM1UObDB9GL+r3ZGP3ebIITF26i5/jlyMjMBgAELN+D8A2fY/6UftgbdgWx958AAKq4OmLjondx72ESen6wDHcePFU5nqkppz4R6cvmjeuxY9sWDBoyDFOnzYSpqanK/pycHANVRvpkdP/XHTNmDPbs2VNom71792LMmDF6qoj07S3fhgCAhb/sk4MHADxOTMWykCOwsjTHiD6t5O2fvdsVCntrTPp6s1rwAIDcXI6mEelDRkYGflq5ApWruOPTz2eoBQ8AMDPj38SvA6MLH2vXrsU///xTaJvLly9j3bp1+imI9K5COQcAwO24x2r7bt97vs23RS1529udmyLh6TMcO/svmtR1x0fv+GGyfyd09K7NuUFEenT65AkkJSXB168T8vLycPjgfvy6ZjW2bdmMO7Exhi6P9OiVjJgZGRlMz6+whKfPAABelcvhenS8yj6vSuUAADU8K8htyjnaIuLKbSydMRjvD2yv0v5C5B0MnLwKcQ8TS79wotfctWtXAABmpmYYMqAPYm5Hy/tMTEww7J2RmDJ1mqHKIz0yupEPoOAnWYQQuHPnDvbu3YtKlSrpuSrSl33hVwEAU0d3gaXF/0Kms8IWE4f7AgAc7a0BABWcn7+7ceM67hjaowXGfrkebh0+Q+0eX2LN9nA0qeuOjYve1e8FEL2mnj55PjIZEvwr7OzsELxxK46fOoeffw2Bh6cXQoJ/xdbfNhm4StIHowgfJiYmMDU1le8PBgYGyl/n/zAzM4OXlxfOnj2LIUOGvPS4mZmZSE5OVvkQebmlfTlUTFv+OoejZ66jXdMaiNg6A4unDcQPM4fg3LaZSE7NAADk5goAgInJ86BqZmaKr378AyG/n0ZiSjpi7z/BxHmbcOZSNFo2rIo2jasZ7HqIXhfKpxXNzM3x3ZLlqP9GA9jY2KJJs+ZY+N1SmJiYICT4VwNXSfpgFPcmOnToII92hIWFwcPDA15eXmrtTE1N4ezsDD8/P4wdO/alx50/fz7mzJmjegzXFjB3a1kidVPpyM3NQ5+J/4epoztjcPfmGNO/DZKeZWDP4YtYsv4QruwOQELi81szSSnpcr8/NKz/ERp2BS0bVkXTeh448c8tvV0D0evIzu75SGS9em+gfAXVdyCvXqMmKldxx53YGKQkJ8PewcEQJZKeGEX4yL+wmImJCUaPHo0vv/yy2MedPn06PvnkE5VtFdrzfqMxyMrOQdDqPxG0+k+V7e2b1QQAnL8WCwC4eScBOTm5MDMzVQkiSsptVlYWpVwxEXl6VQUA2Nvba9yv3J6RmQF7MHy8yowifORXkouMWVpawtLSUmWbZKL+6BcZjyE9mgMAtv51DsDzkHLqUjTaNa2ButUqqo1u1KlWEQAQe0/9yRkiKlnNW3oDAKKj1UcZs7OzcSc2FtbWNnByctZ3aaRnRjHng+hF9rZWatv6vdkYI/u0RsSV29h1+B95+09bjwMAZn7QAxbm/8vbtbxc4d/bG8nP0rE//Fqp10z0unN390CrNm1xJzYGO7dvVdm39pefkJKSjI6d3uTTiq8BSQghDF1EYcaMGQNJkhAUFARXV1etFw+TJAlr1qwp8vmsm0wsch/SvwvbZ+Fu/FNcj36AjMwcNH/DEz4tauHWnUfoPu4HxN5XXUxsw8Ix6N+5Ka5HP8DBk5FwsLNG306NYWNlgfdmB2PznxEGuhIqqkenlhm6BCqGO3diMcZ/KJ48eYx2HXzg5VUN16MicfbMKbhVqoS1Ib/BxaW8ocskHdlZard2UpkPHyYmJpAkCZGRkahVqxZMTLQbrJEkCbm5RX9yheHDOMwc1wN9/BrBs5IzzM1McfveY+w69A++X3cIKf//iZf8TE1N8OEQH4zs2xrV3csjMysHZy7fxsJf9uHvczcMcAWkK4YP4/fgwX2sXPEDToT/jaTERJRzcYGPb0eMHTcBzuXKGbo8KoZXJnzExDxf9a5y5cowMzOTv9aGp6dnkc/H8EFUtjF8EJVd2oaPMn9j7cUAoUugICIiorLjlZpwmpmZyXdEJCIiKuOMLnz8/fff+Oqrr5CYmChve/z4Mbp37w47Ozs4ODhg5syZhiuQiIiICmV04eO7777DunXr4OjoKG/79NNPsW/fPlSrVg2Ojo5YsGABtm3bZrgiiYiIqEBGFz7++ecftG//v3cmTUtLw5YtW9ClSxdcv34d169fh4eHB3788UcDVklEREQF0Tl8JCYmIiwsDBcuXFDbd//+fQwYMAAKhQLOzs7w9/fHw4cPi1Wo0sOHD1G5cmX565MnTyIjIwOjR48G8Hx53l69eiEqKqpEzkdEREQlS+fwsWbNGnTs2BG//PKLyvacnBx06dIFO3fuREpKChITE7Fx40Z06tQJWVlZxS7YysoKKSkp8tfHjh2DJEnw8fGRt9nZ2eHp06eauhMREZGB6Rw+9u/fDwAYOnSoyvbffvsNV69ehZWVFWbOnIl58+bBwcEB165dw+rVq4tXLYAaNWrgr7/+QmZmJrKzs/Hbb7+hXr16qFixotwmNjYWFSpUKPa5iIiIqOTpHD5u3Hi+KmSDBg1Utm/ZsgWSJGHOnDmYO3cuZsyYgVWrVkEIUSKTQMeOHYsbN26gZs2aqFu3Lm7cuIFRo0aptDl9+jTq1atX7HMRERFRydM5fCQkJMDOzk7trZHDwsIAAMOHD5e39e3bF5Ik4erVq7qeTvbuu+/is88+Q1paGhITEzFu3DhMnjxZ3n/kyBHcunULnTp1Kva5iIiIqOTpvLy6paUlLCwsVOZfXL9+HXXr1kWtWrXUJny6uLggJSUFmZmZxav4JbKyspCeng5bW1ud3hmRy6sTlW1cXp2o7NJ2eXWdRz4qVKiAtLQ0PHjwQN528OBBAECbNm3U2qenp0OhUOh6Oq1ZWFhAoVDwLZmJiIjKKJ3DR4sWLQAAixcvBvB8vY2VK1dCkiS1Wx5xcXFIT0+Hm5tbMUpVFRMTg6CgIAwaNAhdu3bFwIEDERQUhNu3b5fYOYiIiKjk6XzbZd++fejevTskSUKtWrWQkpKCe/fuoUKFCoiOjoa1tbXcNiQkBCNGjMCwYcMQEhJS7KKXL1+OqVOnIjs7Gy+Wb25ujoULF+Ljjz/W6di87UJUtvG2C1HZVeq3Xbp27YrAwEBIkoTr16/j3r17cHFxwYYNG1SCBwBs3LgRANCxY0ddTyfbu3cvPvroIzg6OiIoKAgnT55EdHQ0Tp06hQULFsDJyQmffPIJQkNDi30uIiIiKnk6j3woxcbG4vTp03B0dETLli3V5nVkZWXhm2++QV5eHsaNG6eyHocu/Pz8cPnyZVy8eBGVKlVS2x8XF4fGjRujYcOGOHToUJGPz5EPorKNIx9EZZe2Ix/FDh/65ujoiOHDh2PFihUFtpkwYQI2bNig8s632mL4ICrbGD6Iyq5Sv+1iKFlZWbC1tS20ja2tbYks5U5EREQlz+jCR61atfD7778jJydH4/6cnBz88ccfqFWrlp4rIyIiIm1otRiGn59fiZxMkiSd5mHkN3LkSHz66afo2rUrFi5ciGbNmsn7IiIiMH36dFy/fh3ffvttccslIiKiUqDVnA8Tk5IZIJEkCbm5ucU6Rm5uLgYNGoSdO3dCkiRYW1vD1dUV8fHxSE9PhxACffr0wfbt23Wqm3M+iMo2zvkgKru0nfOh1chHQEBAsYopSaampti+fTtCQkKwdu1aXLhwAbGxsXBwcECrVq0wcuRI+Pv7G7pMIiIiKoDRPO1y6tQpzJw5E2fPngXwfIXVoKAgeHt7l+h5OPJBVLZx5IOo7HqlHrW9fPkyvL29kZGRobLdxsYGZ86cQb169UrsXAwfRGUbwwdR2fVKPWq7YMECZGRkYObMmXjw4AHi4+MxY8YMpKWlYcGCBYYuj4iIiIqgREY+9uzZg3379iEmJgbp6ekqT7Skpqbi4sWLkCQJrVu31un4Hh4e8PLyQlhYmMr29u3bIzY2FjExMcWqPz+OfBCVbRz5ICq7SnTCaUHu3LmD/v374/z58wAAIQQkSfXElpaWGDp0KO7evYt//vkHDRo0KPJ54uPjMWTIELXtrVq1kueAEBERkXHQ+bZLWloaunTpgnPnzqFy5cqYMGGCxpVHzczM8N5770EIgd27d+t0ruzsbNjZ2altt7OzQ3Z2tk7HJCIiIsPQOXysWLEC169fR9OmTREZGYkffvhBY0AAgD59+gAA9u/fr+vpiIiI6BWh822Xbdu2QZIkLF68+KXvtfLGG2/AzMwM//77r66nQ0hICE6dOqWy7caNGwCAHj16qLWXJAmhoaE6n4+IiIhKh84TTh0dHZGWlob09HSYmpoCANzc3PDw4UONq5iWL18eycnJyMzMLPK5dFmpVNfVVDnhlKhs44RTorKr1CecZmZmwtraWg4eL5OamgpLS0udzhUdHa1TPyIiIip7dA4fFSpUwN27d5GYmAhHR8dC2168eBEZGRmoU6eOTufy9PTUqR8RERGVPTpPOG3Tpg0AYMuWLS9t+/XXX0OSJPj4+Oh6OiIiInpF6Bw+PvjgAwghEBgYiGvXrmlsk5aWhgkTJmDbtm1yHyIiInq96XzbxcfHB++++y7WrFkDb29v9OzZE6mpqQCARYsW4fLlywgNDUViYiIAYPLkyWjUqFGJFE1ERETGq1jLq+fm5uLTTz/FsmXLoDxM/hVOlSueTpkyBYsWLVJb/bQs4tMuRGUbn3YhKrv0+q62V69exc8//4zw8HDcu3cPubm5qFixItq2bYuxY8ca1YgHwwdR2cbwQVR26TV8vEoYPojKNoYPorJL2/Ch84RTIiIiIl0U611tXxQTE4OHDx8CeL4OCNfnICIiohcVe+Tj3r17mDRpEipUqIBq1aqhVatWaNWqFapVq4by5ctj0qRJuHv3bknUSkRERK+AYs352L9/PwYPHozk5GQUdBhJkmBvb4/NmzejW7duOheqL5zzQVS2cc4HUdlV6u/tcv36dfTt2xcZGRlwdnbGBx98AD8/P1SuXBkAEBcXhyNHjmDVqlVISEhA//79ceHCBdSuXVvXUxIREdErQOeRj3feeQcbN25Ew4YNceDAAZQvX15ju4SEBLz55pu4fPkyhg0bhvXr1xer4NLGkQ+iso0jH0RlV6k/7XLo0CFIkoSff/65wOABAC4uLvjpp58ghMDBgwd1PR0RERG9InQOH4mJibCzs0Pz5s1f2rZFixaws7OTl1onIiKi15fO4cPNzQ25ublat8/Ly4Obm5uupyMiIqJXhM7ho0ePHkhPT8fhw4df2vbQoUNIS0tDr169dD0dERERvSJ0nnAaHx+Pxo0bw8rKCvv27UOtWrU0tvvvv//QtWtXZGZm4sKFC6hQoUKxCi5tnHBKVLZxwilR2VWij9qGhYVp3D5//nxMmTIFjRo1wsCBA+VHbSVJwt27d3HkyBFs3boVVlZWWLx4MaKiosp8+CAiIqLSpdXIh4mJCSRJuzRT6MkkCTk5OcU+TmniyAdR2caRD6Kyq8QXGSuJN7/lG+gSERGRVuEjLy+vtOsgIiKi10Sx31iOiIiIqCgYPoiIiEivGD6IiIhIr3R+V9v87t69ixMnTuDu3btITU0tdGLpl19+WRKnJCIiIiNVrPCRkJCADz74ALt27XrpkyxCCEiSxPBBRET0mtM5fKSmpsLX1xeRkZGwsLBAo0aNcObMGVhYWKBly5Z48OABbty4AQBwdnZGgwYNSqxoIiIiMl46z/lYsWIFrl27htq1a+PWrVs4deoUgOdBIywsDP/++y+io6MxaNAgJCYmolu3bjhy5EiJFU5ERETGSefwsXPnTkiShPnz5xf4brWenp7YvHkzBg0ahBkzZuDQoUM6F0pERESvBp3DR1RUFACgW7duKtuzs7PV2n799dcQQmDZMi6LTERE9LrTOXxkZGTA0dERlpaW8jYrKys8e/ZMrW3VqlWhUChw5swZXU9HRERErwidw4erqyuSk5NVll4vX748srKycPfuXZW2ubm5SE1NxePHj3WvlIiIiF4JOocPT09P5OXl4d69e/K2xo0bA3g+HyS/PXv2ICcnBxUqVND1dERERPSK0Dl8dOrUCQBw+PBhedvgwYMhhMD06dOxaNEiHDhwAN9++y1Gjx4NSZLQvXv34ldMRERERk0SOr7P/YULF9CsWTN07twZ+/btA/B8IbFOnTrh6NGjkCRJbiuEQMWKFREREYFKlSqVTOWlxLrJREOXQESFeHSKE9eJyio7S+nljVCMkY8mTZogLy9PDh4AIEkSQkNDMX36dFStWhVmZmYoV64c3nnnHZw6darMBw8iIiIqfTqPfLyqOPJBVLZx5IOo7NJ25IPh4wUZOYaugIgK49RmqqFLIKICpJ/5Vqt2Ot92ISIiItKFVm8sFxsbW2In9PDwKLFjERERkfHRKnxUrVq1RE4mSRJycnhfg4iI6HWmVfgoqWkhnF5CREREWoWP6Ojo0q6DiIiIXhNahQ9PT8/SroOIiIheE3zahYiIiPSK4YOIiIj0iuGDiIiI9Irhg4iIiPSK4YOIiIj0iuGDiIiI9Irhg4iIiPSK4YOIiIj0iuGDiIiI9KrEwocQAgkJCSX6DrhERET06il2+Dh//jz69+8PhUIBV1dXVKtWTWX/06dPMW7cOHzwwQfIysoq7umIiIjIyBUrfKxfvx6tW7fGrl278OzZMwgh1N651snJCdHR0fjpp59w4MCBYhVLRERExk/n8BEZGYmxY8ciOzsbH330ESIiIuDi4qKx7YgRIyCEwO7du3UulIiIiF4NWr2rrSaLFy9GVlYWJkyYgCVLlgAATE1NNbb18/MDAJw8eVLX0xEREdErQueRj8OHD0OSJEybNu2lbStVqgQbGxtORiUiIiLdw8e9e/dga2uLKlWqaNXe2toa6enpup6OiIiIXhE6hw9LS0tkZWWpTTDVJD09HYmJiVAoFLqejoiIiF4ROocPLy8vZGdn47///ntp27179yI3Nxf16tXT9XRERET0itA5fHTr1g1CCCxdurTQdo8fP8bnn38OSZLQs2dPXU9HRERErwidw8eUKVNgZ2eHlStXYs6cOUhJSVHZn56ejo0bN6J58+aIjo5GuXLl8MEHHxS7YCIiIjJuktBm0kYB/vjjDwwYMADZ2dkwNzdHXl4ecnNzUadOHdy6dUueE2JpaYk//vgDnTp1KsnaS0VGjqErIKLCOLWZaugSiKgA6We+1apdsVY47dWrF8LCwtCsWTNkZWUhJycHQghERkYiMzMTQgg0adIEYWFhRhE8iIiIqPTpvMiYUsuWLXHmzBlcunQJf//9N+7du4fc3FxUrFgRbdu2RfPmzUuiTiIiInpFFDt8KDVs2BANGzYsqcMRERHRK6rY72pLREREVBQMH0RERKRXOt92Ub5ZXFFIkoRDhw7pekoiIiJ6BegcPo4ePapVO0mSAABCCPlzIiIien3pHD4CAgIK3Z+UlITTp0/j5MmTKFeuHMaPHw9TU1NdT0dERESviFILH0qHDx9G//79ce3aNWzbtk3X0xEREdErotQnnPr5+WHp0qXYuXMnfv755xI99rVr17Bjxw6sX7++RI9LREREpUcvT7sMHjwYpqamJRY+zp49i8aNG6NBgwYYOHAgRo0aJe8LCwuDjY0N9uzZUyLnIiIiopKll/BhZWUFW1tbREZGFvtYV69ehZ+fH6KjozFlyhR0795dZX/79u3h4uKCrVu3FvtcREREVPL0Ej7i4uKQlJSEYryHnUw51+TcuXP49ttv0aJFC5X9kiShdevWOHv2bLHPRURERCWv1MNHeno6PvzwQwBAgwYNin28Y8eO4e2330aNGjUKbOPh4YH79+8X+1xERERU8nR+2uWrr74qdH9GRgbu3LmDffv24fHjx5AkCRMmTND1dLKUlBRUqFDhpefOzc0t9rmIiIio5OkcPgIDA7VaNEwIARMTE8ycORPDhg3T9XQyd3d3XLlypdA2586dQ/Xq1Yt9LiIiIip5OoePDh06FBo+zMzM4OTkhEaNGmHQoEGoWbOmrqdS0atXLyxbtgyHDx/WuMT7li1bcOrUKcyePbtEzkdEREQlSxIlMQtUjx49eoSmTZvi4cOHGDlyJO7fv4+9e/di2bJlOHnyJDZt2gQPDw9cuHABCoWiyMfPyCmFoomoxDi1mWroEoioAOlnvtWqndGFDwC4desW/P39cfLkSbV93t7e2LRpE7y8vHQ6NsMHUdnG8EFUdmkbPnS+7WJiYgITExNERUUV+uRJaahWrRrCw8Pxzz//4NSpU3jy5AkcHBzg7e2t9ugtERERlS06hw9ra2uYm5vrPXjk17hxYzRu3Nhg5yciIqKi03mdjypVqiA7O7ska9HK2LFjcfz4cb2fl4iIiEqGzuGjZ8+eyMjIwLFjx0qynpdas2YNfH194eXlhVmzZiEqKkqv5yciIqLi0Tl8TJ8+HeXLl8f48eP1upro33//jffffx+pqakICgpC/fr10bJlSyxbtgyPHj3SWx1ERESkG52fdgkLC8N///2HKVOmwNTUFP7+/mjbti0qVKgAU1PTAvt16NBB52Lzy8nJQWhoKNavX4+9e/ciIyMDZmZm6NKlC/z9/dGnTx9YWVkV+bh82oWobOPTLkRlV4k/ahscHAxra2sMHDgQwPOnXbRZ4VTlZJKEnJyS/+2enJyMLVu2ICQkRJ4PYm9vj8TExCIfi+GDqGxj+CAqu0o8fJiYmMDNzQ1xcXHy17rIy8vTqZ820tLSsHTpUgQGBiInJ0en93dh+CAq2xg+iMquUlnnI39OKc0QURRCCBw4cAAhISHYtWsXUlNTAQAdO3Y0cGVERESkic7rfBjauXPnEBISgs2bN+Phw4cQQqBevXrw9/fH8OHDUaVKFUOXSERERBoYXfj4+uuvsWHDBly/fh1CCFSsWBGTJ0+Gv78/FxwjIiIyAkYXPmbPng0bGxsMGzYM77zzDjp37qzz/BMiIiLSP6MLH+vWrUP//v1ha2tr6FKIiIhIB0UKH/Hx8YWu4fEyJfGorb+/f7H6ExERkWEVeeRDxzXJiIiIiAAUMXzY2tri008/La1aNDIxMYGJiQmuXbuGWrVqab24WWktaEZERETFU6TwYWdnh4CAgNKqRaMOHTpAkiTY2NiofE1ERETGqcxPOD169GihXxMREZFx4TOqREREpFdGFz6qVauGH374odA2K1euRLVq1fRUERERERWF0YWP27dvv/TdapOSkhATE6OfgoiIiKhIjC58aCMpKQmWlpaGLoOIiIg00HrCqSHfxTYsLEzl69u3b6ttA4Dc3FzcvXsX69evR61atfRVHpVhv675CUsWP3+L5/Ubf0PDRo0NWxDRa0KSJIwb0AYj3mqB2l4VkJOTh4v/xmHphmMIPX6t0L6elZwRsfFT2NlY4qcdJ/HRgu16qpr0pcw/7QIAvr6+8uO1kiRh3bp1WLdunca2QghIkoSgoCB9lkhl0K2bN/Hj8h9gbW2D9PQ0Q5dD9FrZEOSPfp0a4uadBKzbcwYW5mbo1aE+tn03BlMW7cTKreEF9l09e7AeKyVDMIrw8eWXX0KSJAgh8NVXX8HHxwe+vr5q7UxNTeHs7IyOHTuibt26+i+Uyozc3FzMmjENtWrXgaeXF0J/32PokoheG/38GqJfp4Y48U80ek5ahYzM5ws+Bvy4F+HrJmP+R72w9+9riL3/VK3vh4PaoXUjL8xc9gcWTumj79JJT4wifAQGBsqfHzt2DKNHj8aIESMMVxCVeb+u+Qn/Xo/C5m07se6XNYYuh+i18pZPfQDAwrWH5OABAI+T0rBsUxi+/bQvRvRqgXk/7VfpV61KOXw1oQcWrz+Cf67f02vNpF9GN+H0yJEjDB5UqP/++xcrf1yOsePGo0aNmoYuh+i1U8HZHgBw+94TtX3Kbb4taqhslyQJq78cjNj7TxH084HSL5IMyujCB1FhcnJy8OXML1CtWnWMee99Q5dD9FpKSHwGAPCq5Ky2T7mthnt5le2ThrZHqwZeGP/1FmRl55Z+kWRQRhk+7ty5g3HjxqF69eqwtraGqamp2oeZmVHcUaIS9vPqlfj3+nXMmRcEc3NzQ5dD9FradyIKADB1pB8sLf73/2JnhQ0mDu0AAHC0t5a31/BwQcAH3bDit+M4fZlrNL0OjO439K1bt+Dt7Y2nT5+ifv36yMzMhKenJ6ysrHDz5k3k5OSgUaNGcHR0fOmxMjMzkZmZqbJNmFpyjRAjdT0qCj+tWokRo8agbr36hi6H6LW1Zf8/GPFWS/g2r4GIjZ/iwKnrMDMzxVs+9fHwyfNRkdz/v3yDJEn46cshuP8oGYH/95chyyY9MrqRjzlz5iApKQmHDh3CxYsXAQCjR49GZGQkbt++jbfeegupqanYunXrS481f/58KBQKlY9F38wv7UugUjJ7xjS4e7hj/IRJhi6F6LWWm5uHPh//hLmr9yFPCIzp2wp9fBvgj2NXMeyLYABAwtNUAMCEwe3Q8g0PjP96K9Izsw1ZNumRJIQQhi6iKCpXrowWLVpg165dAAATExMEBAQgICAAwPPRjAYNGqBjx45YtWpVocfiyMerpVH92lq1+/6HFfDr9GYpV0OlxanNVEOXQMXQvml17F85HrsOX8LQL4Kx+svB8O/V4qX9fj92BYM+W1v6BVKxpJ/5Vqt2RnfbJSEhAXXq1JG/NjMzQ1ra/xaQsrS0ROfOneVwUhhLS/WgkZFTQGMq8/q9PUDj9nMREYiNuQ3fjn5wcnZGpUqV9VwZESkN6dYEALD1wD8AgOPnbyEnV30F7YrlHNC9XV1ERcfj5KXbuHg9Tp9lUikzuvDh4uKC1NRUla9v376t0sbMzOylbz5Hr57Ar77WuH32jC8QG3Mb744dx+XVifTE3tYSKamqI8v9/Bpi5FstEXE1FruOXAYArP/jLNb/cVatf/um1dG9XV0cv3CLy6u/gowufNSsWRM3b96Uv27ZsiX27duHW7duoVq1anj06BG2bduG6tWrG7BKIqLXW9gvH+FufCKu336IjKwcNK/nDp/mNXDrbgKGT1+PvDyjuuNPJczoJpx2794dR44ckUc2Jk+ejJSUFDRs2BAtWrRArVq18ODBA0yaxEmHRESGsu3gRbiWs4d/rxb4cFA7VHC2x/w1B9DK/3vEPlBfVp1eL0Y34TQ5ORmRkZGoV68e7O2fr6K3detWBAYG4tatW/D09MSkSZMwYcIEnY7POR9EZRsnnBKVXdpOODW68FHaGD6IyjaGD6KyS9vwYXS3XYiIiMi4Gd2E09jY2Je2MTExgYODAxwcHPRQERERERWF0YUPLy8vSJKkVdsKFSqgX79+CAgIgKuraylXRkRERNowutsuI0aMQPv27SGEgJOTE3x9fTF48GD4+vrCyckJQgh06NABPXv2hJWVFVauXInmzZvj/v37hi6diIiIYITh47PPPsPFixcRGBiIO3fu4NChQ9i4cSMOHTqEO3fuICAgABcvXsSCBQtw8+ZNzJ07F3FxcZg3b56hSyciIiIY4dMuPXv2RF5eHv78888C23Tv3h1mZmb4/fffAQDe3t54+PAhoqOjX3p8Pu1CVLbxaReisuuVfdolPDwczZo1K7RN06ZNcfz4cflrb29v3nYhIiIqI4wufOTl5aksr67JzZs3kX9Ax9zcHFZWVqVdGhEREWnB6MJHu3btsH37duzcuVPj/h07dmD79u1o27atvO3ff/9FpUqV9FUiERERFcLoHrX95ptv0LZtWwwYMABNmjRBmzZtUL58eTx69AgnTpzAhQsXYGtriwULFgAAHj9+jAMHDuC9994zcOVEREQEGGH4aNCgAY4fP46JEyciPDwc58+fV9nftm1bLFu2DA0bNgQAODo6Ij4+HjY2NoYol4iIiF5gdOEDABo1aoTjx48jNjYWFy9eRHJyMhwcHNCoUSN4eHiotDU1NYVCoTBQpURERPQiowwfSh4eHmphg4iIiMo2ow0fWVlZOHjwIKKiopCamorZs2cDADIyMpCcnAwXFxeYmBjdfFoiIqJXnlH+dt6zZw88PDzw1ltvYerUqQgMDJT3Xbp0CW5ubti8ebPhCiQiIqICGV34CA8Px4ABA2BpaYmlS5di2LBhKvtbtmyJGjVqYPv27QaqkIiIiApjdLdd5s2bB0dHR0RERKB8+fJ4/PixWptmzZrhzJkzBqiOiIiIXsboRj5OnTqFPn36oHz58gW2cXd3x4MHD/RYFREREWnL6MJHZmbmSx+dTUpK4mRTIiKiMsrofkNXq1YNERERhbY5efIk6tSpo6eKiIiIqCiMLny8/fbbOH78OIKDgzXu//bbb3HlyhUMHjxYz5URERGRNiSR/+1fjcCzZ8/QqlUrREZGolOnTsjIyEB4eDg+/fRTnDx5EidOnEDjxo1x4sQJWFpaFvn4GTmlUDQRlRinNlMNXQIRFSD9zLdatTO68AEAT58+xcSJE7Flyxbk5ubK2yVJwqBBg/Djjz/CyclJp2MzfBCVbQwfRGXXKx0+lB4/foyzZ8/iyZMncHBwQIsWLeDq6lqsYzJ8EJVtDB9EZZe24cPo1vnIr1y5cujWrZuhyyAiIqIiMIrw8eGHHxa5jyRJWLFiRSlUQ0RERMVhFLddirJmhyRJ8uf554Noi7ddiMo23nYhKrteqdsuR44c0apdbGwsvvrqK9y8eVMlhBAREVHZYRThw8fHp9D9T58+RVBQEFasWIGMjAy0bt0a33zzjZ6qIyIioqIwivBRkIyMDCxZsgQLFy5EYmIi6tSpg6CgIPTt29fQpREREVEBjG6FUwAQQuDnn39GzZo1MWPGDNjY2GD16tW4cuUKgwcREVEZZ3QjH7t27cKMGTNw/fp1ODg4ICgoCJMnT4aVlZWhSyMiIiItGE34+PvvvzFt2jScOnUKFhYWmDJlCmbOnKnzSqZERERkGEYRPnr37o3Q0FCYmJhg5MiR+Oqrr1ClShVDl0VEREQ6MJp1PiRJgpeXF2rXrq1VH0mSEBoaWuRzcZ0PorKN63wQlV2v1DofwPNJptHR0YiOjtaqPdf5ICIiKpuMInxoGziIiIio7DOK8OHp6WnoEoiIiKiEGOU6H0RERGS8GD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivGD6IiIhIrxg+iIiISK8YPoiIiEivJCGEMHQRRKUlMzMT8+fPx/Tp02FpaWnocogoH74+X18MH/RKS05OhkKhQFJSEhwcHAxdDhHlw9fn64u3XYiIiEivGD6IiIhIrxg+iIiISK8YPuiVZmlpiYCAAE5mIyqD+Pp8fXHCKREREekVRz6IiIhIrxg+iIiISK8YPoiIiEivGD7olXP79m1IkoRRo0YVqZ8kSfD19S2VmoiodPj6+kKSJEOXQUXE8EElTvnLP/+HhYUF3N3dMWzYMFy6dMkgdfF/UvQ6yf867NWrl8Y2R48ehSRJ+OCDD/RcnfYCAwMhSRKOHj1q6FKoBJkZugB6dVWvXh3vvPMOAODZs2c4deoUNm3ahB07duDw4cNo06ZNqZy3cuXKiIyMhEKhKFK/yMhI2NjYlEpNRIYUGhqKsLAwdOjQwdCllLjg4GCkpaUZugwqIoYPKjU1atRAYGCgyrZZs2bh66+/xsyZM3HkyJFSOa+5uTnq1KlT5H669CEq67y8vBAbG4tp06bh5MmThi6nxHl4eBi6BNIBb7uQXk2aNAkAcPbsWQBATk4Ovv/+ezRq1AjW1tZQKBTo2LEjQkND1frm5eXh559/RsuWLeHs7AwbGxt4eXmhb9++CAsLk9tpmvMhSRKOHTsmf678eLFN/jkfY8aMgSRJOH78uMZr+frrryFJEtavX6+y/dKlSxgyZAjc3NxgYWEBT09PTJo0CY8fPy7S94qoJNSuXRv+/v44deoUduzYoVWflJQUBAQEoH79+rC2toajoyO6deuGv//+W2P7S5cuoUePHrC3t4dCoUCPHj1w5coVjBo1CpIk4fbt23LbpKQkfPPNN/Dx8UGlSpVgYWGBSpUqYcSIEbh586bKcX19fTFnzhwAQMeOHeXXrZeXl0qb/LdTg4ODIUkS5s6dq7HW8PBwSJKEd999V2X7w4cPMWXKFNSoUQOWlpZwcXHB22+/jStXrmj1PaOi4cgH6VX+/0kIITB48GDs2LEDtWrVwoQJE5CamootW7agV69eWLp0KT766CO5/fTp07Fw4UJUr14dw4YNg729PeLi4nD8+HEcPny40CHlgIAArF27FjExMQgICJC3N27cuMA+/v7++PXXXxESEoL27dur7d+wYQNsbW3Rr18/eduePXswaNAgmJqaonfv3nB3d8e1a9ewfPly7Nu3D6dPn4aTk5O23y6iEvHVV19h8+bNmDFjBvr06QNTU9MC2z558gQdOnTA1atX0b59e3Tt2hVJSUnYvXs3OnbsiK1bt6Jv375y+4sXL6J9+/ZIS0tD//79UaNGDZw7dw7t2rVDo0aN1I4fGRmJL7/8Eh07dkS/fv1ga2uLqKgobNy4EaGhoTh//jw8PT0BQP7j4NixYxg5cqQcOhwdHQusv3///hg/fjw2bNiA2bNnq+0PCQkB8Pz1rXTz5k34+voiLi4OXbp0Qd++ffHw4UNs374d+/btw6FDh+Dt7V3gOUkHgqiERUdHCwCia9euavtmzpwpAAhfX18RHBwsAAgfHx+RmZkpt7lz546oUKGCMDc3F7du3ZK3Ozs7i8qVK4vU1FSVY+bl5YnHjx+rnX/kyJEq7Xx8fERhP/LKWvIf193dXTg5OanUJ4QQERERAoB455135G0JCQnCwcFBVKlSRcTExKi037hxowAgJk6cWOD5iUrSi6/DTz75RAAQq1atktscOXJEABDjxo2Ttw0bNkwAEL/88ovK8R48eCDc3d1F+fLlRXp6ury9Xbt2AoDYunWrSvuAgAABQAAQ0dHR8vbExESV16vS4cOHhYmJiXjvvfc0HufIkSMar1PT63r48OECgDhz5ozK9qysLFGuXDnh7u4u8vLy5O1t2rQRZmZmYv/+/Srtr1+/Luzt7UWDBg00npt0x9suVGpu3LiBwMBABAYGYurUqWjXrh2+/vprWFlZISgoCGvXrgUALFy4EBYWFnK/KlWqYMqUKcjOzsaGDRtUjmlhYQEzM9UBO0mS4OzsXOL1S5KEYcOG4enTp2q3gZR/PSkn1ALPh3uTk5Mxf/58tfvQQ4cORdOmTbF58+YSr5NIGzNnzoRCocCcOXMKnKCZkJCA3377DZ06dcLo0aNV9rm6uuKzzz7Do0ePcPDgQQBATEwM/v77bzRp0gQDBgxQaf/5559rfF0qFAqN2zt27Ij69evLxy4O5etS+TpV2rt3Lx4/fozhw4fLo7AXLlzAiRMnMHLkSHTu3Fmlfa1atTB27FhcvnyZt19KGG+7UKm5efOmfL/W3Nwcrq6uGDZsGL744gs0aNAAFy5cgLW1NVq2bKnWVzn34p9//pG3DRo0CCtXrsQbb7yBwYMHw8fHB61bt4atrW2pXYO/vz+++eYbhISEyLdXcnNzsWnTJlSsWBFvvvmm3PbUqVPyf2/cuKF2rIyMDCQkJCAhIQEuLi6lVjORJs7Ozpg2bRpmzJiBJUuWYMaMGWptzp49i9zcXGRkZKhNFgeA//77DwAQFRWFXr164eLFiwCg8ck1GxsbNGrUSOPE8qNHj2LJkiU4ffo0EhISkJOTI+/L/4eIrjp37oyKFSti8+bNWLx4sXybSTk/K/8tF+Xr9sGDBxqvOSoqSv7vG2+8Ueza6DmGDyo1Xbt2xV9//VXg/uTkZLi7u2vcV7FiRQDPJ6cp/fDDD6hWrRrWrl2LefPmYd68ebCyssKgQYPw3Xfflcov9Pr166NJkyYIDQ1FYmIiHB0dceDAAcTHx+OTTz5RuXf+5MkTAMCKFSsKPWZqairDBxnE5MmTsXz5cixcuBDjxo1T26/8GQ4PD0d4eHiBx0lNTQXw/DUMAOXLl9fYztXVVW3b1q1bMXjwYNjZ2aFr167w8vKCjY0NJEmS52UVl6mpKYYOHYrvv/8eBw4cQLdu3ZCUlITQ0FA0bdoU9erVk9sqrzk0NFTjRHcl5TVTyeBtFzIYBwcHxMfHa9yn3O7g4CBvMzc3x2effYarV68iLi4OGzduRPv27REcHIzhw4eXWp3+/v7IzMzEtm3bAGiesJa/1suXL0MIUeCHcjIdkb5ZW1sjMDAQSUlJCAoKUtuv/Bn+9NNPC/0ZVk7aVrZ/9OiRxvNpen0HBgbCysoK586dw9atW7Fo0SLMmTNH3l5SlK9P5et169atyMjIKPB1u2zZskKveeTIkSVWGzF8kAE1adIE6enpOHPmjNo+5WOxBT2NUqlSJQwdOhR//fUXatasiYMHDyI9Pb3Q8ylHKXJzc4tU59ChQ2FqaoqQkBCkpqZi165dqF+/vlptytnwr+JaCvTqGDNmDOrUqYMVK1YgNjZWZV+LFi0gSZLWP8PKp1lOnDihti8tLU2+LZPfzZs3UbduXdSsWVNl+71799QetQV0f902adIE9erVw65du5CamoqQkBB5RCQ/vm4Ng+GDDEb5l8T06dORnZ0tb4+Li8PixYthZmYmj2hkZmbi8OHDEEKoHCM1NRUpKSkwNzcv9PFBAPIkt7t37xapTuXcjrCwMCxduhSpqalqfz0BwOjRo2Fvb4+ZM2fi6tWravvT0tLk+8tEhmJqaoqgoCBkZmbiq6++UtlXsWJFDBo0CCdOnMCiRYvUXm8AcPr0aXnCqqenJ9q2bYsLFy7II4NKixYtkm9p5Ofp6YkbN26ojIpkZGRg/PjxKnM/lHR93QLPRz9SU1OxdOlShIWFoXPnzmq3glq2bAlvb29s2rQJv/32m9ox8vLy5D+GqORwzgcZjL+/P3bs2IHdu3ejYcOG6NWrl7zOx+PHj/Hdd9+hWrVqAID09HR06tQJ1apVg7e3Nzw8PPDs2TP88ccfePDgAaZNm/bSiWp+fn7Ytm0bBg4ciB49esDKygoNGjRAz549tap13759CAwMhImJicbbPOXLl8emTZswcOBANGrUCN26dUOdOnWQkZGBmJgYHDt2DG3atCl0HgyRPvTr1w+tW7fW+Nf+jz/+iOvXr+Pzzz/H+vXr0bp1aygUCty5cwfnzp3Df//9h/v378tvRbBs2TJ06NABQ4YMwdtvv43q1avj/PnzOHXqFDp06ICwsDCYmPzv79xJkyZh0qRJ8hMyOTk5OHDgAIQQaNSokdpoiXJxsZkzZyIqKgoKhQIKhQLjx49/6XUOHz4cM2bMQGBgIIQQGv9oAIBNmzahY8eOGDJkCJYsWYJmzZrBysoKsbGxOHnyJB49eoSMjIyifIvpZfT2UC+9Ngpb5+NF2dnZ4ttvvxUNGjQQlpaWwt7eXvj4+Ijdu3ertMvKyhLffPON6NKli6hSpYqwsLAQrq6uwsfHR2zevFnj+V9c5yM7O1t8/vnnwsPDQ5iZmam1wQvrfOSXmpoq7OzsBADRsWPHQq8pKipKvPvuu8LT01NYWFgIJycn0aBBA/HRRx+prTtAVFpe9joMCwuT1+HIv86HEEKkpaWJhQsXimbNmglbW1thbW0tqlatKvr27SuCg4NFdna2SvsLFy6Irl27Cjs7O2Fvby+6d+8uLl++LHr16iUAiKdPn8pt8/LyxMqVK0X9+vWFlZWVqFixonj33XdFfHx8gWvxrF27Vv5/BADh6ekp73vZ+j0dO3YUAISdnZ3aGkH5PXnyRMyaNUu88cYbwtraWtjZ2YmaNWuKYcOGiR07dhTYj3QjCaFhXI2IiKgYcnNzUb16daSnpxc4sZxeX5zzQUREOsvJyUFCQoLa9gULFiAmJkZlKXYiJY58EBGRzhITE+Hq6orOnTujVq1ayM7OxunTp3H27Fm4ubnh3LlzcHNzM3SZVMYwfBARkc6ysrIwefJkHD58GPfu3UNGRgbc3NzQvXt3zJ49G5UrVzZ0iVQGMXwQERGRXnHOBxEREekVwwcRERHpFcMHERER6RXDBxEREekVwwcRERHpFcMH0Wtk1KhRkCQJo0aNUtvn6+sLSZIQGBio97pKW3GuzcvLC5IkYe3atWWmpuI6evQoJEmCJEl6PzcRwPBBpLXAwED5f9j5P6ysrFClShX07t0bW7Zs0fhOoK+jxMREBAYGIjAwEImJiYYuh4jKEL6rLZEO8r8td1JSEuLi4hAXF4fff/8da9euxc6dO2FpaWnACovOw8MDtWvXhouLS4kcLzExEXPmzAHwfMTF0dGxRI5LRMaPIx9EOnjw4IH8kZqaiitXrqBz584AgD///BOzZs0ycIVFFxwcjKioKEycONHQpRDRK47hg6iYTExMUL9+fezZswc1atQAAKxatQo5OTkGroyIqGxi+CAqIVZWVhg4cCAAICUlBVFRUQCA27dvy/NDbt++jZs3b+L9999H1apVYWlpCS8vL7Vj7dq1C3379kWlSpVgYWEBJycndOjQAStXrkR2dnahdWzYsAFt27aFvb09FAoFvL29sXr16pfORdFmAmRkZCQmTJiAevXqwd7eHnZ2dqhduzaGDBmC7du3Iy8vTz5W1apV5X5Vq1ZVmSfj6+urduzc3FysXbsWXbt2haurKywsLFC+fHl07doVmzdvLrT+3NxcLF++HE2bNoWtrS2cnZ3h6+uLbdu2FXrNxRUbG4sVK1agZ8+eqFWrFmxtbWFnZ4d69eph8uTJiI2N1eo4WVlZWLBgARo2bAhbW1s4OTmhc+fO+PPPP1/a9+bNm5g0aRLq1q0LOzs72NjYoG7dukU6/4uioqLw/vvvo1atWrCxsYG1tTXc3d3RqlUrzJgxQ/7ZJtKZICKtBAQECACisJfNihUr5Dbh4eFCCCGio6PlbRs2bBB2dnYCgLCxsRG2trbC09NT7p+SkiJ69eoltwcgHBwchCRJ8tetW7cWT548UTt3Xl6eGD16tNxOkiTh5OQkTExMBAAxZMgQMXLkSAFAjBw5Uq2/j4+PACACAgI0XtuCBQvkYwEQVlZWwt7eXqXWp0+fCiGE6Nevn3BxcZG3u7i4CFdXV/mjX79+Ksd+8OCB8Pb2VjmWQqFQ+bp3794iMzNTra6MjAzRtWtXuZ2JiYlwdHSUv2fTpk176bUVxtPTUwAQv/76a4Hfs/w15/8eKRQKcfz4cY3HVfadPn26aN++vQAgzMzMhKOjo8oxC6t59erVwtzcXG5raWkprK2tVX529u/fr9bvyJEjBf4s79+/X1haWsr7zc3Ni1QTkTYYPoi0pE34+Oyzz+Q2kZGRQgjV8GFnZye8vb3F2bNn5T7Xr1+XP+/bt68AIGrUqCE2btwokpOThRBCpKeni927d4tq1aoJAKJv375q5166dKl8nokTJ4pHjx4JIYRITEwUgYGBQpIk+ZdIUcPHjz/+qBICLly4IO97/Pix2L9/vxg8eLBISkqSt+e/7ujo6AK/Z5mZmaJFixYCgGjatKkIDQ0VqampQgghnj17JtatWycqVKggAIjJkyer9Z8yZYoctubNmyfXEB8fL8aPH68SZEo6fEyYMEEsWLBAXLt2TaSlpQkhhMjOzhanT58W3bp1EwBEpUqV5H35Kb/fCoVCWFpaipUrV4r09HQhhBCxsbFiwIAB8vdv9+7dav137twph4MvvvhC3L59W+Tl5Ym8vDwRFRUlBg4cKAeQmJgYlb6FhY8aNWoIAKJLly7i8uXL8vb09HRx+fJlERgYKH755ZcifQ+JXsTwQaSll4WPpKQkUalSJQFAODs7i9zcXCGE6i9hT09PkZKSorH/H3/8IQCIihUrirt372psc+fOHWFraysAqASA9PR04ezsLAAIf39/jX2/+OILuY6ihI8nT57IIxxDhgwReXl5Go//Im3Dx/LlywUAUb9+fTlsvSgiIkJIkiQsLCxEfHy8vD0uLk6YmZkJAGL27Nka+w4dOrRYf7EXFj4Kk5OTIxo2bCgAiPXr16vtzz9qsmbNGrX9ubm5okOHDgKAqFevnsq+zMxMUbly5QL7KvXu3VsAEB9//LHK9oLCR3x8vLz93r17RbhaoqLhnA+iYkpMTMShQ4fg5+eHe/fuAQA+/vhjmJiov7wmTpwIOzs7jcf5+eefAQD+/v6oXLmyxjZVqlRBx44dAQD79u2Tt+/fvx9PnjwBAHz55Zca+37xxRewsrLS8qr+Z9u2bUhJSYG5uTkWL15c4gtTKa/7ww8/hL29vcY2zZo1Q/369ZGVlYUjR46o1JaTkwNra2tMnTpVY19DLZpmamqKbt26AQD+/vvvAtu5u7tj9OjRattNTEzkp6auXbuGy5cvy/v+/PNPxMXFwdXVVWNfpREjRgBQ/VkpjL29vfxze//+fa36EOmC63wQ6aCwX8DvvPMOZs6cqXFf27ZtC+yn/AW1evVqBAcHF9guKSkJABATEyNvi4iIAPD8F5nyiZsXKRQKNGvWDOHh4QUeW5MTJ04AeB4A3NzcitT3ZVJSUnDp0iUAwOzZs/HVV18V2FYZrjRdd/PmzeHg4KCxX61atVC5cmXExcWVVNkqjh8/jjVr1uDUqVO4e/cuUlNT1drcvXu3wP7Kib6adOjQAWZmZsjJyUFERAQaNGgA4H8/K0+fPi303yQrKwuA6vesMNbW1ujUqRMOHDiAbt264YMPPkDPnj3RpEkTWFhYaHUMIm0wfBDpIP8iY5aWlnBxcUGTJk0wfPhweWRCkwoVKmjcnp2djYSEBADPw4UyYBQmLS1N/vzhw4cAUOCIiVKVKlVeetwXPXjwAADg6elZ5L7aHFv5hIwyXLyMrtddGuFj2rRpWLhwofy1qakpnJyc5F/Uz549Q2pqqsZAolRY7ZaWlihXrhzi4+PlawUgj7BlZWUhPj7+pXWmp6e/tI3Szz//jN69e+PixYuYO3cu5s6dCwsLC7Ro0QJ9+vTBu+++C2dnZ62PR6QJwweRDpS/kIvK1NRU4/bc3Fz5882bN2Pw4ME6Hb8036ujNI6d/7pPnToFb29vnY5jiPcoOXDggBw8PvzwQ4wfPx5169ZV+TeePXs25s2bV+hjwrrUrvy+devWTavHcYvCw8MD58+fx4EDB7B3716Eh4fj4sWLCA8PR3h4OObPn49t27bBz8+vRM9LrxfO+SAqA6ysrKBQKABA5d6+tpQjKoUN7wPQ6a9/5bD+7du3i9z3ZfKPIJW1636ZzZs3AwC6du2KFStW4I033lALl9qE1MJqz8zMxOPHjwGojppVrFgRgG7fM22YmJiga9euWLp0KSIiIvDkyRNs2LABHh4eePr0KYYNGybf0iHSBcMHURmhnA+ydetW+VaEtpo3bw4AuHPnDm7evKmxTXJyMs6dO1fkutq0aQPg+fyKokxCzD/htqC//J2cnFCvXj0A//tlXhTK646IiEBKSorGNv/9999Lw4ku7ty5AwBo0qSJxv1CCBw+fPilxzl27FiB35/jx4/LK+UqrxX4389KXFxcoZNZS4q9vT2GDRuGNWvWAADi4+NLLfjQ64Hhg6iMeP/99wEA//77LxYtWlRo29TUVJW/PDt37gwnJycAwNy5czX2WbhwYZHu/SsNHDgQDg4OyMnJwZQpU7R+1978E0ALe1db5XUfOnTopQHkxXkhb7/9NszMzJCeno7vvvtOY5/CJrEWh3Kk6uLFixr3r1y5Erdu3XrpcWJjY7Fu3Tq17Xl5eQgKCgIA1K1bV55sCgBvvfWWPCL18ccfq8yD0UTb+TQvG82wtraWPy/oFiKRNhg+iMqIPn36oF+/fgCePxY7fvx4/Pvvv/L+rKwsnD59GtOmTYOnp6fKBERra2vMnj0bALBu3TpMnjxZHq5PTk7G3LlzERQUpNM7yyoUCnluw2+//YZ+/frhn3/+kfc/ffoUoaGh6NOnD5KTk+Xtjo6O8mTKX3/9tcD3uvnggw/kuR7+/v6YNWuWPKoAPJ9gevToUUycOBHVq1dX6Vu5cmV8+OGHAJ6Hrvnz58sjII8ePcLEiRMREhIiB4WSpHyM9s8//8TcuXPlSaWJiYkICgrCpEmTUK5cuZceR6FQYPz48fjpp5+QkZEB4PmoytChQ+XHir/++muVPlZWVvjxxx8hSRLOnz+Ptm3bYt++fSrhITo6GqtWrULLli3x448/anVNJ06cQMOGDfH9998jMjJSHoETQuDEiRMYP348gOcTePOHIaIiM+QiI0TGRJsVTjXRdrEtIYRITU0VQ4YMUVnK2tbWVmWZdOXHiwuR5ebmCn9/f5Vlxp2cnISpqWmJLK8eFBSkUoO1tXWBy6srzZ07V2Xpb3d3d+Hp6SkGDx6s0u7Ro0fCz89P5VgODg4qy6Tj/y8//qL09HTx5ptvym1MTU2Fk5NTqS+vnpWVJS+LDqgvZ9+zZ08xa9YsAUD4+PioHTf/8urt2rWTVyt1cnJS+T7MmjWrwNpCQkKEjY2NyvenXLlyKsujAxDz5s1T6VfQImP5tyvrKVeunLyQm/LfJSwsrMjfR6L8OPJBVIbY2Nhg06ZNOHLkCPz9/VGtWjXk5eXh2bNnqFChAvz8/LBw4UL8999/ao9ompiYIDg4GMHBwWjVqhWsra2Rk5ODpk2bYuXKldi4cWOxaps+fTouXryIsWPHymuJCCFQu3ZtDB06FDt27FBba2PGjBlYunQpmjdvDnNzc9y9excxMTFqEzFdXFxw8OBB7N69GwMGDIC7uzsyMzORnp6OypUro3v37li+fLnGSa9WVlb4888/sXTpUjRu3BgWFhYQQqB9+/bYsmULFixYUKzrLoi5uTn279+PgIAA1KpVC+bm5hBCoGXLlvi///s/7NmzR6tbExYWFjh06BCCgoJQu3ZtZGZmQqFQoFOnTggNDS3wNhoADB8+HDdu3MCsWbPQvHlz2NnZITExEVZWVmjcuDEmTpyIgwcPYtq0aVpdU4sWLbBlyxaMHz8ezZo1g4uLC5KSkuTjff7554iMjET79u21/j4RaSIJoeUNXCIiIqISwJEPIiIi0iuGDyIiItIrhg8iIiLSK4YPIiIi0iuGDyIiItIrhg8iIiLSK4YPIiIi0iuGDyIiItIrhg8iIiLSK4YPIiIi0iuGDyIiItIrhg8iIiLSK4YPIiIi0qv/B63UaDukaA7iAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns  # 用于显示混淆矩阵的可视化工具\n",
    "\n",
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - 预测类别\n",
    "    y - 实际类别\n",
    "    '''\n",
    "    # 获取类别的总数\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # 初始化一个全零的混淆矩阵\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # 填充混淆矩阵\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1  # 根据预测值和真实值更新矩阵计数\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def cm_disp(cm, title='Confusion Matrix', save_fig=False):\n",
    "    '''\n",
    "    显示混淆矩阵的函数\n",
    "    cm - 混淆矩阵\n",
    "    title - 图的标题\n",
    "    save_fig - 是否保存图像（默认为 False）\n",
    "    '''\n",
    "    global label_size, ticklabel_size  # 全局变量用于控制字体大小\n",
    "\n",
    "    # 创建画布和子图\n",
    "    fig, ax = plt.subplots(figsize=(6, 4))\n",
    "\n",
    "    # 使用 seaborn 绘制混淆矩阵的热力图\n",
    "    sns.heatmap(\n",
    "        cm, \n",
    "        annot=True,  # 显示每个单元格的数值\n",
    "        fmt='.0f',  # 格式为整数\n",
    "        cmap='Blues',  # 配色方案\n",
    "        ax=ax,  # 轴\n",
    "        annot_kws={'size': ticklabel_size},  # 注释字体大小\n",
    "        cbar=False  # 不显示颜色条\n",
    "    )\n",
    "\n",
    "    # 设置 x 和 y 轴刻度标签\n",
    "    ax.set_xticklabels(['Positive', 'Negative'])  # x轴预测值标签\n",
    "    ax.set_yticklabels(['Positive', 'Negative'], rotation=90)  # y轴真实值标签，旋转90度\n",
    "\n",
    "    # 设置 x 和 y 轴标题及图标题\n",
    "    ax.set_xlabel('Predicted labels', fontsize=label_size)  # x轴标题\n",
    "    ax.set_ylabel('True labels', fontsize=label_size)  # y轴标题\n",
    "    ax.set_title(title, fontsize=label_size)  # 图标题\n",
    "\n",
    "    # 设置刻度字体大小\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "    # 如果需要保存图像\n",
    "    if save_fig:\n",
    "        plt.savefig(f'{title.replace(\" \", \"_\")}_confusion_matrix.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "    # 显示图像\n",
    "    plt.show()\n",
    "\n",
    "# 获取所有模型的混淆矩阵\n",
    "# 每个模型的预测结果\n",
    "y_pred_lr = mdl_lr.predict(X_test)  # 逻辑回归模型预测\n",
    "y_pred_svm = mdl_svm.predict(X_test)  # 支持向量机模型预测\n",
    "y_pred_dt = mdl_dt.predict(X_test)  # 决策树模型预测\n",
    "y_pred_rf = mdl_rf.predict(X_test)  # 随机森林模型预测\n",
    "\n",
    "# 计算每个模型的混淆矩阵\n",
    "cm_lr = confusion_matrix(y_pred_lr, y_test)  # 逻辑回归模型的混淆矩阵\n",
    "cm_svm = confusion_matrix(y_pred_svm, y_test)  # 支持向量机模型的混淆矩阵\n",
    "cm_dt = confusion_matrix(y_pred_dt, y_test)  # 决策树模型的混淆矩阵\n",
    "cm_rf = confusion_matrix(y_pred_rf, y_test)  # 随机森林模型的混淆矩阵\n",
    "\n",
    "# 显示混淆矩阵\n",
    "save_flag = False  # 是否保存图像标志\n",
    "cm_disp(cm_lr, title='Logistic Regression', save_fig=save_flag)  # 显示逻辑回归模型的混淆矩阵\n",
    "cm_disp(cm_svm, title='Support Vector Machine', save_fig=save_flag)  # 显示支持向量机模型的混淆矩阵\n",
    "cm_disp(cm_dt, title='Decision Tree', save_fig=save_flag)  # 显示决策树模型的混淆矩阵\n",
    "cm_disp(cm_rf, title='Random Forest', save_fig=save_flag)  # 显示随机森林模型的混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "65782c2d-77f3-4165-a654-851ab597d5e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "逻辑回归模型的准确率: 0.8350\n",
      "支持向量机模型的准确率: 0.9700\n",
      "决策树模型的准确率: 0.9300\n",
      "随机森林模型的准确率: 0.9500\n"
     ]
    }
   ],
   "source": [
    "def getAccuracyFromCM(cm):\n",
    "    '''\n",
    "    根据混淆矩阵计算分类准确率\n",
    "    cm - 混淆矩阵\n",
    "    '''\n",
    "    # 计算样本总数\n",
    "    total = np.sum(cm)  # 混淆矩阵所有元素之和\n",
    "    \n",
    "    # 计算预测正确的样本数（对角线元素之和）\n",
    "    correct = np.trace(cm)  # 混淆矩阵的迹\n",
    "    \n",
    "    # 计算准确率\n",
    "    accuracy = correct / total  # 准确率 = 正确预测数 / 总样本数\n",
    "    \n",
    "    return accuracy\n",
    "\n",
    "# 每个模型的准确率\n",
    "acc_lr = getAccuracyFromCM(cm_lr)  # 逻辑回归模型的准确率\n",
    "acc_svm = getAccuracyFromCM(cm_svm)  # 支持向量机模型的准确率\n",
    "acc_dt = getAccuracyFromCM(cm_dt)  # 决策树模型的准确率\n",
    "acc_rf = getAccuracyFromCM(cm_rf)  # 随机森林模型的准确率\n",
    "\n",
    "# 打印每个模型的准确率\n",
    "print(f\"逻辑回归模型的准确率: {acc_lr:.4f}\")\n",
    "print(f\"支持向量机模型的准确率: {acc_svm:.4f}\")\n",
    "print(f\"决策树模型的准确率: {acc_dt:.4f}\")\n",
    "print(f\"随机森林模型的准确率: {acc_rf:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2db5e75c-5772-4900-9a73-869869b4cf12",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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